Sample report— this is example data so you can see the format.

The diagnosis

Your book is mostly discoverable — AI tools may have less clear structured information to work with when recommending your book.

Weakest area: AI visibility (70%). The fixes below are ranked by impact.

The Wife Upstairs Lied: A Domestic Thriller · scored 2026-05-12

Discoverability Score
82
/ 100 · Strong30 pts above avg (avg: 52)See breakdown ↓
AI recommends: Likely

How your 100-point Book Discoverability Score breaks down. All shown as % (higher is better). Same for every book, so scores are comparable.

how scored85%17/20
how scored90%18/20
how scored85%17/20
how scored70%14/20
how scored80%16/20

Conversion Strength is made up of:

100%8/8
83%5/6
67%4/6

Your 5-step action plan

— work through these in order
Your next actions
More to improve
Reference

Competitor Benchmark

Your listing is competitive with the top three domestic thrillers in this micro-category. You match or beat them on keyword targeting and cover; the gap is review volume — two competitors have 5,000+ reviews and you have 2,800. That's a flywheel issue (more sales → more reviews), not a listing issue.

Keywords
#2of 5

You hit 6 of the top 8 buyer keywords in the subtitle and opening blurb line.

Positioning
#1of 5

Tightest trope-and-comp positioning of the set. Nothing to copy here — others should copy you.

Cover
#2of 5

On-trope and high-contrast; only loses to #1 because their author name is sized smaller relative to the title.

The 4 competitors we benchmarked

The Girl in the Next House

Stronger than you
$4.998,421 reviews4.582% keyword overlapView

Positioning

Same domestic-thriller / unreliable-narrator lane; leans harder on the 'twist' promise in the title itself.

Cover

Suburban-house silhouette, oversized title — textbook category cover.

What She Knew

Stronger than you
$5.995,230 reviews4.471% keyword overlapView

Positioning

Domestic suspense with a memory-loss hook; subtitle calls out 'a gripping psychological thriller'.

Cover

Single-figure silhouette, on-trope; title slightly thin at thumbnail size.

The Marriage Lie

Comparable
$6.991,942 reviews4.368% keyword overlapView

Positioning

Similar marriage-as-mystery angle; weaker on comp-title positioning (no 'for fans of' line).

Cover

Atmospheric but cluttered — three visual elements compete for attention.

Her Quiet Lie

Weaker than you
$3.99612 reviews4.154% keyword overlapView

Positioning

Crowded subtitle ('a gripping, twisty, unputdownable thriller') — saturates without claiming a specific lane.

Cover

Generic stock photo of a woman walking away — blends into the category.

Keywords you're missing

  • 4/4

    psychological suspense

    Adjacent genre label that 4 of 5 competitors use; broadens AI surface without diluting your trope.

  • 2/4

    book club fiction

    Captures the book-club organizer buyer — high commercial intent, low listing competition.

What to copy

  • Put the 'twist' promise directly in the title or subtitle, not just the blurb.

    From "The Girl in the Next House"Captures the shopper who searches the category title bar with the word 'twist'.

  • Add a 'For fans of…' line as a separate A+ module, not buried in the blurb.

    From "What She Knew"Helps the comp-title shopper self-identify in 2 seconds.

What to avoid

  • Stacking 'gripping, twisty, unputdownable' in the subtitle — every weaker competitor does this and it signals nothing.
  • Generic 'woman walking away' cover photography — the bottom-ranked competitor blends into the category for exactly this reason.

Oversaturated terms

gripping
unputdownable
twisty

Sample uses a fictional listing, so competitor covers are shown as placeholders. Your real report pulls live cover thumbnails from Amazon for every benchmarked book.

Benchmark uses live Amazon search results for "The Wife Upstairs Lied: A Domestic Thriller" and similar titles. Results refresh every 24 hours.

This is a sample report generated from a fictional thriller listing — real reports use your actual title, subtitle, description, and A+ content.